{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 单价因子是看房子单价对保值程度的影响。首先，我将所有小区按照2014全年的成交均价分成多层，然后分别看各层次小区近年来的走势"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data/chengjiao-北京/2019-08-02-北京.xls\n",
      "data/chengjiao-北京/2019-08-03-北京.xls\n",
      "data/chengjiao-北京/2019-08-07-北京.xls\n",
      "data/chengjiao-北京/2019-08-09-北京.xls\n",
      "data/chengjiao-北京/2019-08-16-北京.xls\n",
      "data/chengjiao-北京/all.csv\n",
      "data/chengjiao-北京/chengjiao-2019-08-01-北京.xls\n",
      "data/chengjiao-北京/北京.csv\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/alex/Quant/code/LianjiaSpider/common.py:84: FutureWarning: Sorting because non-concatenation axis is not aligned. A future version\n",
      "of pandas will change to not sort by default.\n",
      "\n",
      "To accept the future behavior, pass 'sort=True'.\n",
      "\n",
      "To retain the current behavior and silence the warning, pass sort=False\n",
      "\n",
      "  df = pd.concat(dfs)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "525254\n"
     ]
    }
   ],
   "source": [
    "from common import read\n",
    "df = read('北京')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "df2014 = df.loc[df['成交时间']<'2015-01-01']\n",
    "df2014 = df2014.loc[df2014['成交时间']>='2014-01-01']\n",
    "price = df2014.groupby('小区')['成交价(元/平)'].mean()\n",
    "gp = price.groupby(pd.cut(price, price.quantile(np.arange(0, 1.01, 0.25))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['(5112.0, 30042.105]',\n",
       " '(30042.105, 39446.899]',\n",
       " '(39446.899, 49804.05]',\n",
       " '(49804.05, 138388.0]']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2014a = df.loc[df['成交时间']>'2015-01-01']\n",
    "items = list(gp.groups.items())\n",
    "dfs = [df2014a.loc[df2014a['小区'].isin(item[1])] for item in items]\n",
    "legends = [str(item[0]) for item in items]\n",
    "legends"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/anaconda3/lib/python3.6/site-packages/matplotlib/font_manager.py:1328: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from common import plot_dfs\n",
    "start_date = '2017-04-01'\n",
    "df2014a = df.loc[df['成交时间']>start_date]\n",
    "items = list(gp.groups.items())\n",
    "dfs = [df2014a.loc[df2014a['小区'].isin(item[1])] for item in items]\n",
    "legends = [str(item[0]) for item in items]\n",
    "legends\n",
    "plot_dfs(dfs, 'compare after %s'%start_date, legends)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
